An Advanced Learning Framework for High Dimensional Multi-Sensor Remote Sensing Data Project

Description

<p> Improve the use of land cover data by developing an advanced framework for robust classification using multi-source datasets:<br /> Develop, validate and optimize a generalized multi-kernel, active learning (MKL-AL) pattern recognition framework for multi-source data fusion.<br /> Develop both single- and ensemble-classifier versions (MKL-AL and Ensemble-MKL-AL) of the system.<br /> Utilize multi-source remotely sensed and in situ data to create land-cover classification and perform accuracy assessment with available labeled data; utilize first results to query new samples that, if inducted into the training of the system, will significantly improve classification performance and accuracy.<br /> &nbsp;</p>

Resources

Name Format Description Link
55 http://techport.nasa.gov/xml-api/11845
21 Search results for publications that cite this dataset by its DOI. https://scholar.google.com/scholar?q=10.5067%2FUHE07J35I3NB
21 Tool to visualize, search, and download IceBridge data. https://nsidc.org/icebridge/portal/
21 Direct download via HTTPS protocol. https://n5eil01u.ecs.nsidc.org/ICEBRIDGE/IAKST1B.002/
21 NASA's newest search and order tool for subsetting, reprojecting, and reformatting data. https://search.earthdata.nasa.gov/search/granules?p=C1955318664-NSIDC_ECS&pg%5B0%5D%5Bgsk%5D=-start_date&q=IAKST1B&m=-6.192520460073084%21-240.51963609106156%210%211%210%210%2C2&tl=1591209488%214%21%21
21 Data Access link for ITSD project https://nsidc.org/data/data-access-tool/IAKST1B/versions/2/
21 Provides access to data, documentation, tools, citation information, support, and other resources. https://doi.org/10.5067/UHE07J35I3NB
21 Includes a user's guide, supplemental documents like ATBDs and academic papers, How Tos, FAQs, etc. https://doi.org/10.5067/UHE07J35I3NB
55 http://techport.nasa.gov/xml-api/11845

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  • nasa-headquarters
  • project
  • active

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